René's URL Explorer Experiment


Title: GitHub - IAMEYEZdev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems" · GitHub

Open Graph Title: GitHub - IAMEYEZdev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

X Title: GitHub - IAMEYEZdev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

Description: Offical Implementation for "Recursive Multi-Agent Systems" - IAMEYEZdev/RecursiveMAS

Open Graph Description: Offical Implementation for "Recursive Multi-Agent Systems" - IAMEYEZdev/RecursiveMAS

X Description: Offical Implementation for "Recursive Multi-Agent Systems" - IAMEYEZdev/RecursiveMAS

Mail addresses
jiaru@stanford.edu

Opengraph URL: https://github.com/IAMEYEZdev/RecursiveMAS

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:d40125c9-1a64-db39-a207-91913141e5d2
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id9BDC:2B4DA:5BD691:7E0306:6A4DA9AC
html-safe-nonce9d85e3115ce63ca95f0d598e270842875a8e3b9dfb17e5bb239a94714d2fcc5f
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5QkRDOjJCNERBOjVCRDY5MTo3RTAzMDY6NkE0REE5QUMiLCJ2aXNpdG9yX2lkIjoiMjQ0MjgyODM2MDA4ODEzNjEwOCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac0361ec84991a1162e17e89ecbdae91f61987c78fc3bf161a5a50e0cc2255e459
hovercard-subject-tagrepository:1245706349
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/IAMEYEZdev/RecursiveMAS
twitter:imagehttps://opengraph.githubassets.com/cb8ba06f441194a9b1dc92225e8096b72bb6703d9bd422424f979dfbbd6a3152/IAMEYEZdev/RecursiveMAS
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/cb8ba06f441194a9b1dc92225e8096b72bb6703d9bd422424f979dfbbd6a3152/IAMEYEZdev/RecursiveMAS
og:image:altOffical Implementation for "Recursive Multi-Agent Systems" - IAMEYEZdev/RecursiveMAS
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None06b8a6144231bf3a234f1c2e9993861e07ce98a905912b114aa386c2d7e84b33
turbo-cache-controlno-cache
go-importgithub.com/IAMEYEZdev/RecursiveMAS git https://github.com/IAMEYEZdev/RecursiveMAS.git
octolytics-dimension-user_id238725736
octolytics-dimension-user_loginIAMEYEZdev
octolytics-dimension-repository_id1245706349
octolytics-dimension-repository_nwoIAMEYEZdev/RecursiveMAS
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id1222413951
octolytics-dimension-repository_parent_nwoRecursiveMAS/RecursiveMAS
octolytics-dimension-repository_network_root_id1222413951
octolytics-dimension-repository_network_root_nwoRecursiveMAS/RecursiveMAS
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release47723578ce6819210724ef064c858fce6d3115a3
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/IAMEYEZdev/RecursiveMAS#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FIAMEYEZdev%2FRecursiveMAS
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FIAMEYEZdev%2FRecursiveMAS
Sign up https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=IAMEYEZdev%2FRecursiveMAS
Reloadhttps://github.com/IAMEYEZdev/RecursiveMAS
Reloadhttps://github.com/IAMEYEZdev/RecursiveMAS
Reloadhttps://github.com/IAMEYEZdev/RecursiveMAS
IAMEYEZdev https://github.com/IAMEYEZdev
RecursiveMAShttps://github.com/IAMEYEZdev/RecursiveMAS
RecursiveMAS/RecursiveMAShttps://github.com/RecursiveMAS/RecursiveMAS
Notifications https://github.com/login?return_to=%2FIAMEYEZdev%2FRecursiveMAS
Fork 0 https://github.com/login?return_to=%2FIAMEYEZdev%2FRecursiveMAS
Star 0 https://github.com/login?return_to=%2FIAMEYEZdev%2FRecursiveMAS
Code https://github.com/IAMEYEZdev/RecursiveMAS
Pull requests 0 https://github.com/IAMEYEZdev/RecursiveMAS/pulls
Actions https://github.com/IAMEYEZdev/RecursiveMAS/actions
Projects https://github.com/IAMEYEZdev/RecursiveMAS/projects
Security and quality 0 https://github.com/IAMEYEZdev/RecursiveMAS/security
Insights https://github.com/IAMEYEZdev/RecursiveMAS/pulse
Code https://github.com/IAMEYEZdev/RecursiveMAS
Pull requests https://github.com/IAMEYEZdev/RecursiveMAS/pulls
Actions https://github.com/IAMEYEZdev/RecursiveMAS/actions
Projects https://github.com/IAMEYEZdev/RecursiveMAS/projects
Security and quality https://github.com/IAMEYEZdev/RecursiveMAS/security
Insights https://github.com/IAMEYEZdev/RecursiveMAS/pulse
https://github.com/IAMEYEZdev/RecursiveMAS
Brancheshttps://github.com/IAMEYEZdev/RecursiveMAS/branches
Tagshttps://github.com/IAMEYEZdev/RecursiveMAS/tags
https://github.com/IAMEYEZdev/RecursiveMAS/branches
https://github.com/IAMEYEZdev/RecursiveMAS/tags
57 Commitshttps://github.com/IAMEYEZdev/RecursiveMAS/commits/main/
https://github.com/IAMEYEZdev/RecursiveMAS/commits/main/
assetshttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/assets
assetshttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/assets
inferencehttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/inference
inferencehttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/inference
trainhttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/train
trainhttps://github.com/IAMEYEZdev/RecursiveMAS/tree/main/train
.gitignorehttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/.gitignore
.gitignorehttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/.gitignore
LICENSEhttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/LICENSE
LICENSEhttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/LICENSE
README.mdhttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/README.md
README.mdhttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/README.md
requirements.txthttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/requirements.txt
requirements.txthttps://github.com/IAMEYEZdev/RecursiveMAS/blob/main/requirements.txt
READMEhttps://github.com/IAMEYEZdev/RecursiveMAS
MIT licensehttps://github.com/IAMEYEZdev/RecursiveMAS
https://github.com/IAMEYEZdev/RecursiveMAS#scaling-agent-collaboration-through-latent-space-recursion
https://arxiv.org/abs/2604.25917
https://vishalmysore.github.io/recursiveMASDemo/
https://recursivemas.github.io/
https://huggingface.co/papers/2604.25917
https://huggingface.co/RecursiveMAS/collections
https://huggingface.co/RecursiveMAS/models
https://huggingface.co/RecursiveMAS/datasets
https://www.linkedin.com/posts/jiaruzou_recursivemas-recurisvelearning-multiagentsystems-ugcPost-7455645681341493248-ioLJ/?utm_source=share&utm_medium=member_desktop&rcm=ACoAADc5TzgBN_tNOuzpi7kE7n6dZ0y13EkxZOs
https://x.com/Jiaru_Zou/status/2049551828296389118
https://venturebeat.com/ai/how-recursivemas-speeds-up-multi-agent-inference-by-2-4x-and-reduces-token-usage-by-75
https://www.youtube.com/watch?v=dUmT0OIGoqE
https://github.com/IAMEYEZdev/RecursiveMAS#-news
🤗 HF Datasetshttps://huggingface.co/RecursiveMAS/datasets
updated project websitehttps://recursivemas.github.io/
🧩YouTube tutorialhttps://www.youtube.com/watch?v=dUmT0OIGoqE
🎮interactive playground demohttps://vishalmysore.github.io/recursiveMASDemo/
@TwoMinutePapershttps://www.youtube.com/@TwoMinutePapers
@vishalmysorehttps://github.com/vishalmysore
VentureBeat articlehttps://t.co/KSQwBwpC4W
🤗 HuggingFace 1st Paper of the Week/Dayhttps://huggingface.co/papers/2604.25917
collaboration styleshttps://huggingface.co/RecursiveMAS/collections
model checkpointshttps://huggingface.co/RecursiveMAS/models
examplified downstream inferencehttps://github.com/RecursiveMAS/RecursiveMAS
RecursiveMAS paperhttps://huggingface.co/papers/2604.25917
https://github.com/IAMEYEZdev/RecursiveMAS#-overview
https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/assets/method1.png
https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/assets/method2.png
https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/assets/exps.png
https://github.com/IAMEYEZdev/RecursiveMAS#-supported-features
https://github.com/IAMEYEZdev/RecursiveMAS#-repository-roadmap
https://github.com/IAMEYEZdev/RecursiveMAS#️-environment-setup
https://github.com/IAMEYEZdev/RecursiveMAS#-quick-start
https://github.com/IAMEYEZdev/RecursiveMAS#-plug-and-play-reference-checkpoints
RecursiveMAS Hugging Face organizationhttps://huggingface.co/RecursiveMAS/models
1. Sequential-Style (Light) RecursiveMAS Collectionhttps://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
https://github.com/IAMEYEZdev/RecursiveMAS#1-sequential-style-light-recursivemas-collection
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Planner-Qwen3-1.7B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Critic-Llama3.2-1B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Solver-Qwen2.5-Math-1.5B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Outerlinks
2. Sequential-Style (Scaled) RecursiveMAS Collectionhttps://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
https://github.com/IAMEYEZdev/RecursiveMAS#2-sequential-style-scaled-recursivemas-collection
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Planner-Gemma3-4B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Critic-Llama3.2-3B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Solver-Qwen3.5-4B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Outerlinks
3. Mixture-Style RecursiveMAS Collectionhttps://huggingface.co/collections/RecursiveMAS/mixture-style-recursivemas
https://github.com/IAMEYEZdev/RecursiveMAS#3-mixture-style-recursivemas-collection
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Math-DeepSeek-R1-Distill-Qwen-1.5B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Code-Qwen2.5-Coder-3B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Science-BioMistral-7B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Summarizer-Qwen3.5-2B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Outerlinks
4. Distillation-Style RecursiveMAS Collectionhttps://huggingface.co/collections/RecursiveMAS/distillation-style-recursivemas
https://github.com/IAMEYEZdev/RecursiveMAS#4-distillation-style-recursivemas-collection
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Expert-Qwen3.5-9B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Learner-Qwen3.5-4B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Outerlinks
5. Deliberation-Style RecursiveMAS Collectionhttps://huggingface.co/collections/RecursiveMAS/deliberation-style-recursivemas
https://github.com/IAMEYEZdev/RecursiveMAS#5-deliberation-style-recursivemas-collection
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Reflector-Qwen3.5-4B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Toolcaller-Qwen3.5-4B
🤗 HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Outerlinks
https://github.com/IAMEYEZdev/RecursiveMAS#-recursivemas-training
our training guide (train/README.md)https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/train/README.md
https://github.com/IAMEYEZdev/RecursiveMAS#️-training-data
Hugging Face datasetshttps://huggingface.co/RecursiveMAS/datasets
🤗 RecursiveMAS/Sequential-Mathhttps://huggingface.co/datasets/RecursiveMAS/Sequential-Math
🤗 RecursiveMAS/Sequential-Codehttps://huggingface.co/datasets/RecursiveMAS/Sequential-Code
🤗 RecursiveMAS/Distillation-Mathhttps://huggingface.co/datasets/RecursiveMAS/Distillation-Math
🤗 RecursiveMAS/Distillation-Codehttps://huggingface.co/datasets/RecursiveMAS/Distillation-Code
🤗 RecursiveMAS/Mixture-Mathhttps://huggingface.co/datasets/RecursiveMAS/Mixture-Math
🤗 RecursiveMAS/Mixture-Codehttps://huggingface.co/datasets/RecursiveMAS/Mixture-Code
🤗 RecursiveMAS/Mixture-Sciencehttps://huggingface.co/datasets/RecursiveMAS/Mixture-Science
🤗 RecursiveMAS/Mixture-Summarizerhttps://huggingface.co/datasets/RecursiveMAS/Mixture-Summarizer
🤗 RecursiveMAS/Mixture-Outerhttps://huggingface.co/datasets/RecursiveMAS/Mixture-Outer
🤗 RecursiveMAS/Deliberationhttps://huggingface.co/datasets/RecursiveMAS/Deliberation
our training data guide (train/data/README.md)https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/train/data/README.md
https://github.com/IAMEYEZdev/RecursiveMAS#-inference-and-evaluation
https://github.com/IAMEYEZdev/RecursiveMAS#-supported-downstream-tasks
our inference guide (inference/README.md)https://github.com/IAMEYEZdev/RecursiveMAS/blob/main/inference/README.md
https://github.com/IAMEYEZdev/RecursiveMAS#-experiment-results
https://github.com/IAMEYEZdev/RecursiveMAS#sequential-scaled
https://github.com/IAMEYEZdev/RecursiveMAS#sequential-light
https://github.com/IAMEYEZdev/RecursiveMAS#distillation
https://github.com/IAMEYEZdev/RecursiveMAS#mixture
https://github.com/IAMEYEZdev/RecursiveMAS#deliberation
https://github.com/IAMEYEZdev/RecursiveMAS#-acknowledgements
vLLMhttps://github.com/vllm-project/vllm
ARPOhttps://github.com/RUC-NLPIR/ARPO
TextGradhttps://github.com/zou-group/textgrad
https://github.com/IAMEYEZdev/RecursiveMAS#-citation
https://github.com/IAMEYEZdev/RecursiveMAS#-star-history
https://www.star-history.com/?repos=RecursiveMAS%2FRecursiveMAS&type=date&legend=top-left
recursivemas.github.iohttps://recursivemas.github.io
Readme https://github.com/IAMEYEZdev/RecursiveMAS#readme-ov-file
MIT license https://github.com/IAMEYEZdev/RecursiveMAS#MIT-1-ov-file
Please reload this pagehttps://github.com/IAMEYEZdev/RecursiveMAS
Activityhttps://github.com/IAMEYEZdev/RecursiveMAS/activity
0 forkshttps://github.com/IAMEYEZdev/RecursiveMAS/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FIAMEYEZdev%2FRecursiveMAS&report=IAMEYEZdev+%28user%29
Releaseshttps://github.com/IAMEYEZdev/RecursiveMAS/releases
Packages 0https://github.com/users/IAMEYEZdev/packages?repo_name=RecursiveMAS
Please reload this pagehttps://github.com/IAMEYEZdev/RecursiveMAS
Contributorshttps://github.com/IAMEYEZdev/RecursiveMAS/graphs/contributors
Please reload this pagehttps://github.com/IAMEYEZdev/RecursiveMAS
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.